To solve the problem of poor performance of deep neural network models due to insufficient data, a simple yet effective interpolation-based data augmentation method is proposed: MSMix (Manifold Swap Mixup). This method feeds two different samples to the same deep neural network model, and then...

Critical velocity is very important to smoke control in longitudinally ventilated subway tunnel fires. Theoretical analysis and numerical simulations are conducted in this paper to investigate the impacts of metro train obstruction on critical velocity in sloping subway tunnel fires by using...

Biogas slurry drip irrigation can not only save water, but also reduce the use of chemical fertilizer, which is conducive to the sustainable development of large-scale agriculture. Choosing the appropriate biogas slurry-water ratio and emitter types can ensure the long-term stable operation for...

The rational fabrication of efficient photocatalysts with optimal interface engineering remains a huge challenge for the enhancement of photocatalytic perpformance. Herein, a sequence of multidimensional heterojunctions with different spatial interfaces, including point, and line or face-contact...

The rational fabrication of efficient photocatalysts with optimal interface engineering remains a huge challenge for the enhancement of photocatalytic perpformance. Herein, a sequence of multidimensional heterojunctions with different spatial interfaces, including point, and line or face-contact...